What conclusion can be drawn only from an experimental study?

An experimental study allows researchers to establish causal relationships between variables by manipulating one or more independent variables and observing the effect on a dependent variable. This control over variables enables conclusions about cause and effect that cannot be drawn from observational studies, where confounding factors may influence the results. Therefore, only from an experimental study can one confidently conclude that changes in the independent variable directly cause changes in the dependent variable.